{"id":"W4306862392","doi":"10.1002/wcs.1629","title":"Conscious cognitive effort in cognitive control","year":2022,"lang":"en","type":"review","venue":"Wiley Interdisciplinary Reviews Cognitive Science","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"H2020 European Research Council; Horizon 2020 Framework Programme; Canadian Institute for Advanced Research","keywords":"Cognition; Psychology; Consciousness; Cognitive neuropsychology; LIDA; Cognitive psychology; Cognitive science; Control (management); Cognitive reframing; Construct (python library); Cognitive model; Social psychology; Neuroscience; Computer science; Neuropsychology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.003071153,0.001757993,0.005164928,0.001652133,0.002074891,0.0002369482,0.002284348,0.0003119239,0.001698933],"category_scores_gemma":[0.004246226,0.001331935,0.001436544,0.005641328,0.007812433,0.001021984,0.004337891,0.002911784,0.001799941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005369291,"about_ca_system_score_gemma":0.0007406572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007882953,"about_ca_topic_score_gemma":0.00003093834,"domain_scores_codex":[0.9877267,0.002103903,0.002579216,0.004306658,0.001324483,0.001958994],"domain_scores_gemma":[0.9922516,0.004574999,0.001794767,0.0006153379,0.0002789323,0.0004843274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001696026,0.0007052664,0.0001144093,0.001778073,0.00003948525,0.001307146,0.0007139224,3.937565e-8,0.00007414044,0.00001763995,0.0004560902,0.9946242],"study_design_scores_gemma":[0.005429478,0.003665813,0.0002187635,0.1778886,0.004745451,0.003671615,0.003602355,0.00001143177,0.0004148546,0.0006476921,0.7943475,0.005356468],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001215646,0.9728763,0.0000364494,0.00009835061,0.002203521,0.009220459,0.001647964,0.0001637794,0.0125376],"genre_scores_gemma":[0.01648408,0.9755147,0.000006737337,0.001583087,0.0002031292,0.00527607,0.0001017298,0.00011087,0.000719576],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9892677,"threshold_uncertainty_score":0.9995166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2918857578336876,"score_gpt":0.4929699800974429,"score_spread":0.2010842222637553,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}